{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "\n",
    "from tensorflow.python.keras import backend as K\n",
    "from tensorflow.python.keras.datasets.cifar import load_batch\n",
    "from tensorflow.python.keras.utils.data_utils import get_file\n",
    "from tensorflow.python.util.tf_export import keras_export\n",
    "\n",
    "def load_data():\n",
    "  \"\"\"Loads CIFAR10 dataset.\n",
    "\n",
    "  Returns:\n",
    "      Tuple of Numpy arrays: `(x_train, y_train), (x_test, y_test)`.\n",
    "  \"\"\"\n",
    "  dirname = 'cifar-10-batches-py'\n",
    "  origin = 'https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz'\n",
    "  path = 'datasets/pankrzysiu-cifar10-python-momodel/' + dirname\n",
    "\n",
    "  num_train_samples = 50000\n",
    "\n",
    "  x_train = np.empty((num_train_samples, 3, 32, 32), dtype='uint8')\n",
    "  y_train = np.empty((num_train_samples,), dtype='uint8')\n",
    "\n",
    "  for i in range(1, 6):\n",
    "    fpath = os.path.join(path, 'data_batch_' + str(i))\n",
    "    (x_train[(i - 1) * 10000:i * 10000, :, :, :],\n",
    "     y_train[(i - 1) * 10000:i * 10000]) = load_batch(fpath)\n",
    "\n",
    "  fpath = os.path.join(path, 'test_batch')\n",
    "  x_test, y_test = load_batch(fpath)\n",
    "\n",
    "  y_train = np.reshape(y_train, (len(y_train), 1))\n",
    "  y_test = np.reshape(y_test, (len(y_test), 1))\n",
    "\n",
    "  if K.image_data_format() == 'channels_last':\n",
    "    x_train = x_train.transpose(0, 2, 3, 1)\n",
    "    x_test = x_test.transpose(0, 2, 3, 1)\n",
    "\n",
    "  x_test = x_test.astype(x_train.dtype)\n",
    "  y_test = y_test.astype(y_train.dtype)\n",
    "\n",
    "  return (x_train, y_train), (x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x144 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示原始图像和增强后的图像\n",
    "import tensorflow as tf\n",
    "from matplotlib import pyplot as plt\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "import numpy as np\n",
    "\n",
    "mnist = tf.keras.datasets.fashion_mnist\n",
    "(x_train, y_train), (x_test, y_test) = load_data()\n",
    "#x_train = x_train.reshape(x_train.shape[0], 28, 28, 1)\n",
    "#x_test = x_test.reshape(x_test.shape[0], 28, 28, 1)\n",
    "\n",
    "image_gen_train = ImageDataGenerator(\n",
    "    rescale=1. / 255,\n",
    "    rotation_range=45,\n",
    "    width_shift_range=.15,\n",
    "    height_shift_range=.15,\n",
    "    horizontal_flip=True,\n",
    "    zoom_range=0.5\n",
    ")\n",
    "image_gen_train.fit(x_train)\n",
    "\n",
    "#x_train_subset1 = np.squeeze(x_train[:12])\n",
    "x_train_subset1 = x_train[:12]\n",
    "x_train_subset2 = x_train[:12]  # 一次显示12张图片\n",
    "\n",
    "fig = plt.figure(figsize=(20, 2))\n",
    "plt.set_cmap('gray')\n",
    "# 显示原始图片\n",
    "for i in range(0, len(x_train_subset1)):\n",
    "    ax = fig.add_subplot(1, 12, i + 1)\n",
    "    ax.imshow(x_train_subset1[i])\n",
    "fig.suptitle('Subset of Original Training Images', fontsize=20)\n",
    "plt.show()\n",
    "\n",
    "# 显示增强后的图片\n",
    "fig = plt.figure(figsize=(20, 2))\n",
    "for x_batch in image_gen_train.flow(x_train_subset2, batch_size=12, shuffle=False):\n",
    "    for i in range(0, 12):\n",
    "        ax = fig.add_subplot(1, 12, i + 1)\n",
    "        ax.imshow(x_batch[i])\n",
    "    fig.suptitle('Augmented Images', fontsize=20)\n",
    "    plt.show()\n",
    "    break;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
